Cover Image

DiffGRM: Diffusion-based Generative Recommendation Model

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Liu, Zhao, Zhu, Yichen, Yang, Yiqing, Tang, Guoping, Huang, Rui, Luo, Qiang, Lv, Xiao, Tang, Ruiming, Gai, Kun, Zhou, Guorui
Format:	Preprint
Published:	2025
Subjects:	Information Retrieval Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

PROMISE: Process Reward Models Unlock Test-Time Scaling Laws in Generative Recommendations
by: Guo, Chengcheng, et al.
Published: (2026)

DADF: A Distribution-Aware Debiasing Framework for Watch-Time Regression in Recommender Systems
by: Yang, Yiqing, et al.
Published: (2026)

GRank: Towards Target-Aware and Streamlined Industrial Retrieval with a Generate-Rank Framework
by: Sun, Yijia, et al.
Published: (2025)

GEMs: Breaking the Long-Sequence Barrier in Generative Recommendation with a Multi-Stream Decoder
by: Zhou, Yu, et al.
Published: (2026)

Unleashing the Native Recommendation Potential: LLM-Based Generative Recommendation via Structured Term Identifiers
by: Zhang, Zhiyang, et al.
Published: (2026)

OneLoc: Geo-Aware Generative Recommender Systems for Local Life Service
by: Wei, Zhipeng, et al.
Published: (2025)

CAPTS: Channel-Aware, Preference-Aligned Trigger Selection for Multi-Channel Item-to-Item Retrieval
by: Zhou, Xiaoyou, et al.
Published: (2026)

OneLive: Dynamically Unified Generative Framework for Live-Streaming Recommendation
by: Wang, Shen, et al.
Published: (2026)

FIM: Frequency-Aware Multi-View Interest Modeling for Local-Life Service Recommendation
by: Wang, Guoquan, et al.
Published: (2025)

GLASS: A Generative Recommender for Long-sequence Modeling via SID-Tier and Semantic Search
by: Cao, Shiteng, et al.
Published: (2026)

MISS: Multi-Modal Tree Indexing and Searching with Lifelong Sequential Behavior for Retrieval Recommendation
by: Guo, Chengcheng, et al.
Published: (2025)

KuaiFormer: Transformer-Based Retrieval at Kuaishou
by: Liu, Chi, et al.
Published: (2024)

SMES: Towards Scalable Multi-Task Recommendation via Expert Sparsity
by: Zhang, Yukun, et al.
Published: (2026)

CRM: Retrieval Model with Controllable Condition
by: Liu, Chi, et al.
Published: (2024)

MPFormer: Adaptive Framework for Industrial Multi-Task Personalized Sequential Retriever
by: Sun, Yijia, et al.
Published: (2025)

MARM: Unlocking the Future of Recommendation Systems through Memory Augmentation and Scalable Complexity
by: Lv, Xiao, et al.
Published: (2024)

DiffMM: Multi-Modal Diffusion Model for Recommendation
by: Jiang, Yangqin, et al.
Published: (2024)

Act-With-Think: Chunk Auto-Regressive Modeling for Generative Recommendation
by: Wang, Yifan, et al.
Published: (2025)

Embedding Compression in Recommender Systems: A Survey
by: Li, Shiwei, et al.
Published: (2024)

Generative Representational Learning of Foundation Models for Recommendation
by: Zhou, Zheli, et al.
Published: (2025)

Selection and Exploitation of High-Quality Knowledge from Large Language Models for Recommendation
by: Wang, Guanchen, et al.
Published: (2025)

RecBase: Generative Foundation Model Pretraining for Zero-Shot Recommendation
by: Zhou, Sashuai, et al.
Published: (2025)

LLM-Aligned Geographic Item Tokenization for Local-Life Recommendation
by: Jiang, Hao, et al.
Published: (2025)

OneRec-Think: In-Text Reasoning for Generative Recommendation
by: Liu, Zhanyu, et al.
Published: (2025)

LLM-Alignment Live-Streaming Recommendation
by: Liu, Yueyang, et al.
Published: (2025)

Task Aligned Meta-learning based Augmented Graph for Cold-Start Recommendation
by: Shi, Yuxiang, et al.
Published: (2022)

OneRec: Unifying Retrieve and Rank with Generative Recommender and Iterative Preference Alignment
by: Deng, Jiaxin, et al.
Published: (2025)

BBQRec: Behavior-Bind Quantization for Multi-Modal Sequential Recommendation
by: Li, Kaiyuan, et al.
Published: (2025)

HoME: Hierarchy of Multi-Gate Experts for Multi-Task Learning at Kuaishou
by: Wang, Xu, et al.
Published: (2024)

S-Diff: An Anisotropic Diffusion Model for Collaborative Filtering in Spectral Domain
by: Xia, Rui, et al.
Published: (2024)

MuonRec: Shifting the Optimizer Paradigm Beyond Adam in Scalable Generative Recommendation
by: Shan, Rong, et al.
Published: (2026)

HAMUR: Hyper Adapter for Multi-Domain Recommendation
by: Li, Xiaopeng, et al.
Published: (2023)

HSUGA: LLM-Enhanced Recommendation with Hierarchical Semantic Understanding and Group-Aware Alignment
by: Li, Guorui, et al.
Published: (2026)

LLM4Rerank: LLM-based Auto-Reranking Framework for Recommendations
by: Gao, Jingtong, et al.
Published: (2024)

A Unified Framework for Cross-Domain Recommendation
by: Cao, Jiangxia, et al.
Published: (2024)

D2K: Turning Historical Data into Retrievable Knowledge for Recommender Systems
by: Qin, Jiarui, et al.
Published: (2024)

OneMall: One Architecture, More Scenarios -- End-to-End Generative Recommender Family at Kuaishou E-Commerce
by: Zhang, Kun, et al.
Published: (2026)

DIET: Learning to Distill Dataset Continually for Recommender Systems
by: Zhang, Jiaqing, et al.
Published: (2026)

Generative Large Recommendation Models: Emerging Trends in LLMs for Recommendation
by: Wang, Hao, et al.
Published: (2025)

DimeRec: A Unified Framework for Enhanced Sequential Recommendation via Generative Diffusion Models
by: Li, Wuchao, et al.
Published: (2024)